Open chromatin assays are known to have significant GC bias. Please take this
into consideration as necessary.
Library complexity quality metrics
Library complexity (filtered non-mito BAM)
rep1
rep2
ctl1
Total Fragments
10569392
7450640
9664368
Distinct Fragments
8577081
6269949
7908718
Positions with Two Read
1429254
893417
1282715
NRF = Distinct/Total
0.811502
0.841532
0.818338
PBC1 = OneRead/Distinct
0.803272
0.836363
0.810062
PBC2 = OneRead/TwoRead
4.820507
5.869549
4.994526
Mitochondrial reads are filtered out by default.
The non-redundant fraction (NRF) is the fraction of non-redundant mapped reads
in a dataset; it is the ratio between the number of positions in the genome
that uniquely mapped reads map to and the total number of uniquely mappable
reads. The NRF should be > 0.8. The PBC1 is the ratio of genomic locations
with EXACTLY one read pair over the genomic locations with AT LEAST one read
pair. PBC1 is the primary measure, and the PBC1 should be close to 1.
Provisionally 0-0.5 is severe bottlenecking, 0.5-0.8 is moderate bottlenecking,
0.8-0.9 is mild bottlenecking, and 0.9-1.0 is no bottlenecking. The PBC2 is
the ratio of genomic locations with EXACTLY one read pair over the genomic
locations with EXACTLY two read pairs. The PBC2 should be significantly
greater than 1. See more details at
the ENCODE portal standard for ChIP-Seq pipeline
NRF (non redundant fraction)
PBC1 (PCR Bottleneck coefficient 1)
PBC2 (PCR Bottleneck coefficient 2)
PBC1 is the primary measure. Provisionally
0-0.5 is severe bottlenecking
0.5-0.8 is moderate bottlenecking
0.8-0.9 is mild bottlenecking
0.9-1.0 is no bottlenecking
Replication quality metrics
IDR (Irreproducible Discovery Rate) plots
Reproducibility QC and peak detection statistics
overlap
idr
Nt
75368
1211
N1
46127
564
N2
36038
522
Np
75902
1244
N optimal
75902
1244
N conservative
75368
1211
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0070852351130453
1.0272502064409579
Self Consistency Ratio
1.2799544924801598
1.0804597701149425
Reproducibility Test
pass
pass
Reproducibility QC
N1: Replicate 1 self-consistent peaks (comparing two pseudoreplicates generated by subsampling Rep1 reads)
N2: Replicate 2 self-consistent peaks (comparing two pseudoreplicates generated by subsampling Rep2 reads)
Ni: Replicate i self-consistent peaks (comparing two pseudoreplicates generated by subsampling RepX reads)
Nt: True Replicate consistent peaks (comparing true replicates Rep1 vs Rep2)
Np: Pooled-pseudoreplicate consistent peaks (comparing two pseudoreplicates generated by subsampling pooled reads from Rep1 and Rep2)
Self-consistency Ratio: max(N1,N2) / min (N1,N2)
Rescue Ratio: max(Np,Nt) / min (Np,Nt)
Reproducibility Test: If Self-consistency Ratio >2 AND Rescue Ratio > 2, then 'Fail' else 'Pass'
Number of raw peaks
rep1
rep2
Number of peaks
119577
120001
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
75.0
68.0
82.0
82.0
25 percentile
300.0
270.0
316.0
316.0
50 percentile (median)
300.0
270.0
316.0
316.0
75 percentile
300.0
270.0
316.0
316.0
Max size
300.0
270.0
392.0
392.0
Mean
299.8556244093764
269.88404263297804
297.10128617363347
315.68950752285843
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
9984870
7046054
Estimated Fragment Length
185
165
Cross-correlation at Estimated Fragment Length
0.723969092347927
0.66303797183476
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7236299
0.661825
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.718668
0.6553245
NSC (Normalized Strand Cross-correlation coeff.)
1.007376
1.01177
RSC (Relative Strand Cross-correlation coeff.)
1.068357
1.186597
Performed on subsampled (15000000) reads mapped from FASTQs that are trimmed to 50.
Such FASTQ trimming and subsampling reads are for cross-corrleation analysis only.
Untrimmed FASTQs are used for all the other analyses.
NOTE1: For SE datasets, reads from replicates are randomly subsampled to 15000000.
NOTE2: For PE datasets, the first end (R1) of each read-pair is selected and trimmed to 50 the reads are then randomly subsampled to 15000000.
Normalized strand cross-correlation coefficient (NSC) = col9 in outFile
Relative strand cross-correlation coefficient (RSC) = col10 in outFile
Estimated fragment length = col3 in outFile, take the top value
Jensen-Shannon distance (filtered/deduped BAM)
rep1
rep2
AUC
0.39915848174701746
0.3911825008653074
Synthetic AUC
0.4984609619189256
0.4981940507303385
X-intercept
0.01839266289432452
0.01899543925830564
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5721006357095096
0.573753280839895
Synthetic Elbow Point
0.5023835077975531
0.5016256812412538
JS Distance
0.0399688782225215
0.05084277984395789
Synthetic JS Distance
0.1818082329749922
0.18885568864490537
% Genome Enriched
41.960819536341226
41.99495025099049
Diff. Enrichment
8.165143784945256
9.33301071164745
CHANCE Divergence
0.06940208054536397
0.07936879442429996
Peak enrichment
Fraction of reads in peaks (FRiP)
FRiP for spp raw peaks
rep1
rep2
rep1-pr1
rep2-pr1
rep1-pr2
rep2-pr2
pooled
pooled-pr1
pooled-pr2
Fraction of Reads in Peaks
0.5007865038702664
0.4950528968359847
0.42236007659621166
0.39177638409968846
0.42572615738308056
0.39682882935598696
0.48678271060704614
0.4986847783356231
0.49891310377135867
FRiP for overlap peaks
rep1_vs_rep2
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.3487043807458264
0.22965593318384858
0.1818294351723969
0.3513834439614839
FRiP for IDR peaks
rep1_vs_rep2
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.011981444394765008
0.006771164167555608
0.006753739922538183
0.012179080205756138
For spp raw peaks:
repX: Peak from true replicate X
repX-prY: Peak from Yth pseudoreplicates from replicate X
pooled: Peak from pooled true replicates (pool of rep1, rep2, ...)
pooled-pr1: Peak from 1st pooled pseudo replicate (pool of rep1-pr1, rep2-pr1, ...)
pooled-pr2: Peak from 2nd pooled pseudo replicate (pool of rep1-pr2, rep2-pr2, ...)
For overlap/IDR peaks:
repX_vs_repY: Comparing two peaks from true replicates X and Y
repX-pr1_vs_repX-pr2: Comparing two peaks from both pseudoreplicates from replicate X
pooled-pr1_vs_pooled-pr2: Comparing two peaks from 1st and 2nd pooled pseudo replicates